Pandas Profiling Report

Dataset statistics

Number of variables	38
Number of observations	1393510
Missing cells	6458063
Missing cells (%)	12.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	404.0 MiB
Average record size in memory	304.0 B

Variable types

Numeric	7
Unsupported	10
Categorical	21

Alerts

`USU_ESTADO` has constant value "A"	Constant
`PAIS_RES` has constant value "ECUADOR"	Constant
`INS_TIPO` has constant value "I"	Constant
`CANTON_RESIDE` has a high cardinality: 223 distinct values	High cardinality
`PARROQUIA_RESIDE` has a high cardinality: 1134 distinct values	High cardinality
`ENC_FECHA_IMPRIME` has a high cardinality: 181595 distinct values	High cardinality
`USU_NACIONALIDAD` has a high cardinality: 66 distinct values	High cardinality
`Unnamed: 0` is highly overall correlated with `COD_PROVINCIA_RESIDE` and 2 other fields	High correlation
`INS_ID` is highly overall correlated with `INS_TIPO_INSCRIPCION` and 2 other fields	High correlation
`INS_PASO` is highly overall correlated with `INS_ESTADO` and 1 other fields	High correlation
`COD_PROVINCIA_RESIDE` is highly overall correlated with `Unnamed: 0` and 3 other fields	High correlation
`COD_CANTON_RESIDE` is highly overall correlated with `Unnamed: 0` and 3 other fields	High correlation
`COD_PARROQUIA_RESIDE` is highly overall correlated with `Unnamed: 0` and 3 other fields	High correlation
`INS_ESTADO` is highly overall correlated with `INS_PASO` and 2 other fields	High correlation
`INS_TIPO_INSCRIPCION` is highly overall correlated with `INS_ID` and 4 other fields	High correlation
`PROVINCIA_RESIDE` is highly overall correlated with `COD_PROVINCIA_RESIDE` and 2 other fields	High correlation
`INS_AUTOIDENTIFICACION` is highly overall correlated with `archivo` and 2 other fields	High correlation
`archivo` is highly overall correlated with `INS_ID` and 3 other fields	High correlation
`PER_ID` is highly overall correlated with `INS_ID` and 3 other fields	High correlation
`CARGA_ENCUESTA` is highly overall correlated with `INS_ESTADO` and 4 other fields	High correlation
`FINALIZA_INSCRIPCION` is highly overall correlated with `INS_PASO` and 2 other fields	High correlation
`OTRA_DISCAPACIDAD` is highly overall correlated with `INS_TIPO_INSCRIPCION`	High correlation
`TITULO_HOMOLOGADO` is highly overall correlated with `INS_TIPO_INSCRIPCION`	High correlation
`INTERNET_DOMICILIO` is highly overall correlated with `INS_TIPO_INSCRIPCION` and 1 other fields	High correlation
`COMPUTADORA_DOMICILIO` is highly overall correlated with `INS_TIPO_INSCRIPCION` and 1 other fields	High correlation
`USU_ESTADO_CIVIL` is highly imbalanced (79.5%)	Imbalance
`INS_ESTADO` is highly imbalanced (78.3%)	Imbalance
`INS_TIPO_INSCRIPCION` is highly imbalanced (> 99.9%)	Imbalance
`ENC_FECHA_IMPRIME` is highly imbalanced (57.7%)	Imbalance
`USU_NACIONALIDAD` is highly imbalanced (97.0%)	Imbalance
`FINALIZA_INSCRIPCION` is highly imbalanced (58.7%)	Imbalance
`OTRA_DISCAPACIDAD` is highly imbalanced (99.6%)	Imbalance
`TITULO_HOMOLOGADO` is highly imbalanced (98.0%)	Imbalance
`INTERNET_DOMICILIO` is highly imbalanced (57.4%)	Imbalance
`INS_ID` has 523300 (37.6%) missing values	Missing
`COD_PAIS_RESIDE` has 25783 (1.9%) missing values	Missing
`PAIS_RES` has 40125 (2.9%) missing values	Missing
`COD_PROVINCIA_RESIDE` has 40125 (2.9%) missing values	Missing
`PROVINCIA_RESIDE` has 40125 (2.9%) missing values	Missing
`COD_CANTON_RESIDE` has 40125 (2.9%) missing values	Missing
`CANTON_RESIDE` has 40125 (2.9%) missing values	Missing
`COD_PARROQUIA_RESIDE` has 40125 (2.9%) missing values	Missing
`PARROQUIA_RESIDE` has 40125 (2.9%) missing values	Missing
`INS_AUTOIDENTIFICACION` has 45104 (3.2%) missing values	Missing
`ENC_ETERMINADA` has 114116 (8.2%) missing values	Missing
`ENC_FECHA_UPLOAD_ENCUESTA` has 341991 (24.5%) missing values	Missing
`ENC_FECHA_IMPRIME` has 600996 (43.1%) missing values	Missing
`ENC_FECHA_FINALIZA_INSCRIPCION` has 80957 (5.8%) missing values	Missing
`PER_ID` has 267251 (19.2%) missing values	Missing
`USU_NACIONALIDAD` has 267341 (19.2%) missing values	Missing
`USU_NACIONALIDAD_EXTRANJERA` has 348841 (25.0%) missing values	Missing
`IAS_OTRA_DISCAPACIDAD` has 318266 (22.8%) missing values	Missing
`INS_TIPO` has 267251 (19.2%) missing values	Missing
`CARGA_ENCUESTA` has 283543 (20.3%) missing values	Missing
`FINALIZA_INSCRIPCION` has 267251 (19.2%) missing values	Missing
`OTRA_DISCAPACIDAD` has 602388 (43.2%) missing values	Missing
`TITULO_HOMOLOGADO` has 605682 (43.5%) missing values	Missing
`INTERNET_DOMICILIO` has 605682 (43.5%) missing values	Missing
`COMPUTADORA_DOMICILIO` has 605682 (43.5%) missing values	Missing
`USU_FECHAREGISTRO` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`USU_FECHA_NAC` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`INS_FECHA` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`INS_FECHA_ACONDICIONES` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`COD_PAIS_RESIDE` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`ENC_ETERMINADA` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`ENC_FECHA_UPLOAD_ENCUESTA` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`ENC_FECHA_FINALIZA_INSCRIPCION` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`USU_NACIONALIDAD_EXTRANJERA` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`IAS_OTRA_DISCAPACIDAD` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`INS_PASO` has 28508 (2.0%) zeros	Zeros

Reproduction

Analysis started	2023-03-10 07:48:46.570916
Analysis finished	2023-03-10 07:50:05.958219
Duration	1 minute and 19.39 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Distinct	312934
Distinct (%)	22.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	141704.46

Minimum	1
Maximum	312934
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	1
5-th percentile	13936
Q1	69676
median	139351.5
Q3	209027
95-th percentile	280868.55
Maximum	312934
Range	312933
Interquartile range (IQR)	139351

Descriptive statistics

Standard deviation	84111.471
Coefficient of variation (CV)	0.59356967
Kurtosis	-1.0784133
Mean	141704.46
Median Absolute Deviation (MAD)	69675.5
Skewness	0.11838041
Sum	1.9746659 × 10¹¹
Variance	7.0747396 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5	< 0.1%
142724	5	< 0.1%
142648	5	< 0.1%
142649	5	< 0.1%
142650	5	< 0.1%
142651	5	< 0.1%
142652	5	< 0.1%
142653	5	< 0.1%
142654	5	< 0.1%
142655	5	< 0.1%
Other values (312924)	1393460	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	< 0.1%
2	5	< 0.1%
3	5	< 0.1%
4	5	< 0.1%
5	5	< 0.1%
6	5	< 0.1%
7	5	< 0.1%
8	5	< 0.1%
9	5	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
312934	1	< 0.1%
312933	1	< 0.1%
312932	1	< 0.1%
312931	1	< 0.1%
312930	1	< 0.1%
312929	1	< 0.1%
312928	1	< 0.1%
312927	1	< 0.1%
312926	1	< 0.1%
312925	1	< 0.1%

USU_FECHAREGISTRO
Unsupported

REJECTED UNSUPPORTED

Missing	98
Missing (%)	< 0.1%
Memory size	10.6 MiB

USU_ESTADO
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.6 MiB

A	1393510

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1393510
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	1393510	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	1393510	100.0%

Most occurring characters

Value	Count	Frequency (%)
A	1393510	100.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1393510	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1393510	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1393510	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1393510	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1393510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1393510	100.0%

USU_ESTADO_CIVIL
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	578
Missing (%)	< 0.1%
Memory size	10.6 MiB

S	1257561
C	116265
D	15561
U	2339
V	1205

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1392932
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	S
2nd row	S
3rd row	S
4th row	S
5th row	S

Common Values

Value	Count	Frequency (%)
S	1257561	90.2%
C	116265	8.3%
D	15561	1.1%
U	2339	0.2%
V	1205	0.1%
-	1	< 0.1%
(Missing)	578	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	1257561	90.3%
c	116265	8.3%
d	15561	1.1%
u	2339	0.2%
v	1205	0.1%
	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	1257561	90.3%
C	116265	8.3%
D	15561	1.1%
U	2339	0.2%
V	1205	0.1%
-	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1392931	> 99.9%
Dash Punctuation	1	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	1257561	90.3%
C	116265	8.3%
D	15561	1.1%
U	2339	0.2%
V	1205	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1392931	> 99.9%
Common	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	1257561	90.3%
C	116265	8.3%
D	15561	1.1%
U	2339	0.2%
V	1205	0.1%

Common

Value	Count	Frequency (%)
-	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1392932	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	1257561	90.3%
C	116265	8.3%
D	15561	1.1%
U	2339	0.2%
V	1205	0.1%
-	1	< 0.1%

USU_FECHA_NAC
Unsupported

REJECTED UNSUPPORTED

Missing	179
Missing (%)	< 0.1%
Memory size	10.6 MiB

INS_SEXO
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	4908
Missing (%)	0.4%
Memory size	10.6 MiB

MUJER	748840
HOMBRE	636307
SIN DATO	3455

Length

Max length	8
Median length	5
Mean length	5.4657
Min length	5

Characters and Unicode

Total characters	7589682
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MUJER
2nd row	SIN DATO
3rd row	HOMBRE
4th row	MUJER
5th row	MUJER

Common Values

Value	Count	Frequency (%)
MUJER	748840	53.7%
HOMBRE	636307	45.7%
SIN DATO	3455	0.2%
(Missing)	4908	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mujer	748840	53.8%
hombre	636307	45.7%
sin	3455	0.2%
dato	3455	0.2%

Most occurring characters

Value	Count	Frequency (%)
M	1385147	18.3%
E	1385147	18.3%
R	1385147	18.3%
U	748840	9.9%
J	748840	9.9%
O	639762	8.4%
H	636307	8.4%
B	636307	8.4%
S	3455	< 0.1%
I	3455	< 0.1%
Other values (5)	17275	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	7586227	> 99.9%
Space Separator	3455	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	1385147	18.3%
E	1385147	18.3%
R	1385147	18.3%
U	748840	9.9%
J	748840	9.9%
O	639762	8.4%
H	636307	8.4%
B	636307	8.4%
S	3455	< 0.1%
I	3455	< 0.1%
Other values (4)	13820	0.2%

Space Separator

Value	Count	Frequency (%)
	3455	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7586227	> 99.9%
Common	3455	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	1385147	18.3%
E	1385147	18.3%
R	1385147	18.3%
U	748840	9.9%
J	748840	9.9%
O	639762	8.4%
H	636307	8.4%
B	636307	8.4%
S	3455	< 0.1%
I	3455	< 0.1%
Other values (4)	13820	0.2%

Common

Value	Count	Frequency (%)
	3455	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7589682	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	1385147	18.3%
E	1385147	18.3%
R	1385147	18.3%
U	748840	9.9%
J	748840	9.9%
O	639762	8.4%
H	636307	8.4%
B	636307	8.4%
S	3455	< 0.1%
I	3455	< 0.1%
Other values (5)	17275	0.2%

INS_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	870210
Distinct (%)	100.0%
Missing	523300
Missing (%)	37.6%
Infinite	0
Infinite (%)	0.0%
Mean	9829289.1

Minimum	7006528
Maximum	11959428
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	7006528
5-th percentile	7093550.9
Q1	7441633.5
median	10329143
Q3	11524272
95-th percentile	11872393
Maximum	11959428
Range	4952900
Interquartile range (IQR)	4082638

Descriptive statistics

Standard deviation	1801201.9
Coefficient of variation (CV)	0.18324844
Kurtosis	-1.3439195
Mean	9829289.1
Median Absolute Deviation (MAD)	1294532
Skewness	-0.51296021
Sum	8.5535457 × 10¹²
Variance	3.2443284 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7433157	1	< 0.1%
10593386	1	< 0.1%
10514992	1	< 0.1%
9996407	1	< 0.1%
10073826	1	< 0.1%
10243339	1	< 0.1%
10527877	1	< 0.1%
10447134	1	< 0.1%
10021292	1	< 0.1%
10325767	1	< 0.1%
Other values (870200)	870200	62.4%
(Missing)	523300	37.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7006528	1	< 0.1%
7006530	1	< 0.1%
7006532	1	< 0.1%
7006534	1	< 0.1%
7006536	1	< 0.1%
7006538	1	< 0.1%
7006540	1	< 0.1%
7006542	1	< 0.1%
7006544	1	< 0.1%
7006546	1	< 0.1%

Value	Count	Frequency (%)
11959428	1	< 0.1%
11959421	1	< 0.1%
11959419	1	< 0.1%
11959417	1	< 0.1%
11959415	1	< 0.1%
11959413	1	< 0.1%
11959411	1	< 0.1%
11959409	1	< 0.1%
11959407	1	< 0.1%
11959405	1	< 0.1%

INS_FECHA
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	10.6 MiB

INS_ESTADO
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.6 MiB

TERMINADO	1345166
INCOMPLETO	48344

Length

Max length	10
Median length	9
Mean length	9.0346923
Min length	9

Characters and Unicode

Total characters	12589934
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TERMINADO
2nd row	INCOMPLETO
3rd row	TERMINADO
4th row	TERMINADO
5th row	TERMINADO

Common Values

Value	Count	Frequency (%)
TERMINADO	1345166	96.5%
INCOMPLETO	48344	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
terminado	1345166	96.5%
incompleto	48344	3.5%

Most occurring characters

Value	Count	Frequency (%)
O	1441854	11.5%
T	1393510	11.1%
E	1393510	11.1%
M	1393510	11.1%
I	1393510	11.1%
N	1393510	11.1%
R	1345166	10.7%
A	1345166	10.7%
D	1345166	10.7%
C	48344	0.4%
Other values (2)	96688	0.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	12589934	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1441854	11.5%
T	1393510	11.1%
E	1393510	11.1%
M	1393510	11.1%
I	1393510	11.1%
N	1393510	11.1%
R	1345166	10.7%
A	1345166	10.7%
D	1345166	10.7%
C	48344	0.4%
Other values (2)	96688	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12589934	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1441854	11.5%
T	1393510	11.1%
E	1393510	11.1%
M	1393510	11.1%
I	1393510	11.1%
N	1393510	11.1%
R	1345166	10.7%
A	1345166	10.7%
D	1345166	10.7%
C	48344	0.4%
Other values (2)	96688	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12589934	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	1441854	11.5%
T	1393510	11.1%
E	1393510	11.1%
M	1393510	11.1%
I	1393510	11.1%
N	1393510	11.1%
R	1345166	10.7%
A	1345166	10.7%
D	1345166	10.7%
C	48344	0.4%
Other values (2)	96688	0.8%

INS_PASO
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8476566

Minimum	0
Maximum	5
Zeros	28508
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.82491112
Coefficient of variation (CV)	0.17016699
Kurtosis	26.971244
Mean	4.8476566
Median Absolute Deviation (MAD)	0
Skewness	-5.3462612
Sum	6755258
Variance	0.68047836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	1345166	96.5%
0	28508	2.0%
1	16278	1.2%
4	2797	0.2%
3	440	< 0.1%
2	321	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28508	2.0%
1	16278	1.2%
2	321	< 0.1%
3	440	< 0.1%
4	2797	0.2%
5	1345166	96.5%

Value	Count	Frequency (%)
5	1345166	96.5%
4	2797	0.2%
3	440	< 0.1%
2	321	< 0.1%
1	16278	1.2%
0	28508	2.0%

INS_FECHA_ACONDICIONES
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	10.6 MiB

INS_TIPO_INSCRIPCION
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.6 MiB

1	1393509
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1393510
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1393509	> 99.9%
2	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1393509	> 99.9%
2	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	1393509	> 99.9%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1393510	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1393509	> 99.9%
2	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1393510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1393509	> 99.9%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1393510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1393509	> 99.9%
2	1	< 0.1%

COD_PAIS_RESIDE
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	25783
Missing (%)	1.9%
Memory size	10.6 MiB

PAIS_RES
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	40125
Missing (%)	2.9%
Memory size	10.6 MiB

ECUADOR	1353385

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	9473695
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ECUADOR
2nd row	ECUADOR
3rd row	ECUADOR
4th row	ECUADOR
5th row	ECUADOR

Common Values

Value	Count	Frequency (%)
ECUADOR	1353385	97.1%
(Missing)	40125	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ecuador	1353385	100.0%

Most occurring characters

Value	Count	Frequency (%)
E	1353385	14.3%
C	1353385	14.3%
U	1353385	14.3%
A	1353385	14.3%
D	1353385	14.3%
O	1353385	14.3%
R	1353385	14.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	9473695	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1353385	14.3%
C	1353385	14.3%
U	1353385	14.3%
A	1353385	14.3%
D	1353385	14.3%
O	1353385	14.3%
R	1353385	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9473695	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1353385	14.3%
C	1353385	14.3%
U	1353385	14.3%
A	1353385	14.3%
D	1353385	14.3%
O	1353385	14.3%
R	1353385	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9473695	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1353385	14.3%
C	1353385	14.3%
U	1353385	14.3%
A	1353385	14.3%
D	1353385	14.3%
O	1353385	14.3%
R	1353385	14.3%

COD_PROVINCIA_RESIDE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	< 0.1%
Missing	40125
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	11.832139

Minimum	1
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	9
median	11
Q3	17
95-th percentile	22
Maximum	90
Range	89
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.4755229
Coefficient of variation (CV)	0.46276696
Kurtosis	3.6915519
Mean	11.832139
Median Absolute Deviation (MAD)	4
Skewness	0.42126605
Sum	16013439
Variance	29.981351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
9	346240	24.8%
17	287346	20.6%
13	117514	8.4%
7	64222	4.6%
1	62016	4.5%
12	60946	4.4%
11	55761	4.0%
18	46361	3.3%
10	39947	2.9%
5	37008	2.7%
Other values (15)	236024	16.9%
(Missing)	40125	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	62016	4.5%
2	18033	1.3%
3	13462	1.0%
4	12615	0.9%
5	37008	2.7%
6	35111	2.5%
7	64222	4.6%
8	30415	2.2%
9	346240	24.8%
10	39947	2.9%

Value	Count	Frequency (%)
90	138	< 0.1%
24	27380	2.0%
23	34808	2.5%
22	9496	0.7%
21	13958	1.0%
20	1375	0.1%
19	10196	0.7%
18	46361	3.3%
17	287346	20.6%
16	8410	0.6%

PROVINCIA_RESIDE
Categorical

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	< 0.1%
Missing	40125
Missing (%)	2.9%
Memory size	10.6 MiB

GUAYAS	346240
PICHINCHA	287346
MANABI	117514
EL ORO	64222
AZUAY	62016
Other values (20)	476047

Length

Max length	30
Median length	16
Mean length	7.9367431
Min length	4

Characters and Unicode

Total characters	10741469
Distinct characters	24
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	COTOPAXI
2nd row	PICHINCHA
3rd row	PICHINCHA
4th row	PICHINCHA
5th row	CAÑAR

Common Values

Value	Count	Frequency (%)
GUAYAS	346240	24.8%
PICHINCHA	287346	20.6%
MANABI	117514	8.4%
EL ORO	64222	4.6%
AZUAY	62016	4.5%
LOS RIOS	60946	4.4%
LOJA	55761	4.0%
TUNGURAHUA	46361	3.3%
IMBABURA	39947	2.9%
COTOPAXI	37008	2.7%
Other values (15)	236024	16.9%
(Missing)	40125	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
guayas	346240	20.8%
pichincha	287346	17.3%
manabi	117514	7.1%
los	95754	5.8%
el	64222	3.9%
oro	64222	3.9%
azuay	62016	3.7%
rios	60946	3.7%
loja	55761	3.4%
tungurahua	46361	2.8%
Other values (25)	464082	27.9%

Most occurring characters

Value	Count	Frequency (%)
A	2051506	19.1%
I	1008797	9.4%
C	754661	7.0%
S	742240	6.9%
H	723979	6.7%
O	681182	6.3%
N	625019	5.8%
U	615340	5.7%
G	438986	4.1%
Y	408256	3.8%
Other values (14)	2691503	25.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10430390	97.1%
Space Separator	311079	2.9%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	2051506	19.7%
I	1008797	9.7%
C	754661	7.2%
S	742240	7.1%
H	723979	6.9%
O	681182	6.5%
N	625019	6.0%
U	615340	5.9%
G	438986	4.2%
Y	408256	3.9%
Other values (13)	2380424	22.8%

Space Separator

Value	Count	Frequency (%)
	311079	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10430390	97.1%
Common	311079	2.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	2051506	19.7%
I	1008797	9.7%
C	754661	7.2%
S	742240	7.1%
H	723979	6.9%
O	681182	6.5%
N	625019	6.0%
U	615340	5.9%
G	438986	4.2%
Y	408256	3.9%
Other values (13)	2380424	22.8%

Common

Value	Count	Frequency (%)
	311079	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10728007	99.9%
None	13462	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	2051506	19.1%
I	1008797	9.4%
C	754661	7.0%
S	742240	6.9%
H	723979	6.7%
O	681182	6.3%
N	625019	5.8%
U	615340	5.7%
G	438986	4.1%
Y	408256	3.8%
Other values (13)	2678041	25.0%

None

Value	Count	Frequency (%)
Ñ	13462	100.0%

COD_CANTON_RESIDE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	225
Distinct (%)	< 0.1%
Missing	40125
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	1186.4998

Minimum	101
Maximum	9008
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	101
5-th percentile	201
Q1	901
median	1101
Q3	1701
95-th percentile	2201
Maximum	9008
Range	8907
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	547.05169
Coefficient of variation (CV)	0.46106345
Kurtosis	3.711991
Mean	1186.4998
Median Absolute Deviation (MAD)	392
Skewness	0.41708157
Sum	1.605791 × 10⁹
Variance	299265.55
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1701	244105	17.5%
901	242853	17.4%
101	50223	3.6%
1101	33793	2.4%
1301	33474	2.4%
1801	31233	2.2%
2301	31197	2.2%
701	29105	2.1%
907	25403	1.8%
1308	23953	1.7%
Other values (215)	608046	43.6%
(Missing)	40125	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	50223	3.6%
102	613	< 0.1%
103	2521	0.2%
104	625	< 0.1%
105	1724	0.1%
106	409	< 0.1%
107	220	< 0.1%
108	1185	0.1%
109	1346	0.1%
110	245	< 0.1%

Value	Count	Frequency (%)
9008	1	< 0.1%
9007	7	< 0.1%
9004	126	< 0.1%
9001	4	< 0.1%
2403	5769	0.4%
2402	9701	0.7%
2401	11910	0.9%
2302	3611	0.3%
2301	31197	2.2%
2204	1190	0.1%

CANTON_RESIDE
Categorical

HIGH CARDINALITY MISSING

Distinct	223
Distinct (%)	< 0.1%
Missing	40125
Missing (%)	2.9%
Memory size	10.6 MiB

DISTRITO METROPOLITANO DE QUITO	244105
GUAYAQUIL	242853
CUENCA	50223
LOJA	33793
PORTOVIEJO	33474
Other values (218)	748937

Length

Max length	32
Median length	27
Mean length	12.297359
Min length	3

Characters and Unicode

Total characters	16643061
Distinct characters	31
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	LATACUNGA
2nd row	DISTRITO METROPOLITANO DE QUITO
3rd row	DISTRITO METROPOLITANO DE QUITO
4th row	DISTRITO METROPOLITANO DE QUITO
5th row	LA TRONCAL

Common Values

Value	Count	Frequency (%)
DISTRITO METROPOLITANO DE QUITO	244105	17.5%
GUAYAQUIL	242853	17.4%
CUENCA	50223	3.6%
LOJA	33793	2.4%
PORTOVIEJO	33474	2.4%
AMBATO	31233	2.2%
SANTO DOMINGO	31197	2.2%
MACHALA	29105	2.1%
DURAN	25403	1.8%
MANTA	23953	1.7%
Other values (213)	608046	43.6%
(Missing)	40125	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	254485	11.1%
quito	246224	10.8%
distrito	244105	10.7%
metropolitano	244105	10.7%
guayaquil	242853	10.6%
cuenca	50223	2.2%
loja	33793	1.5%
portoviejo	33474	1.5%
ambato	31233	1.4%
santo	31197	1.4%
Other values (254)	873495	38.2%

Most occurring characters

Value	Count	Frequency (%)
A	2031440	12.2%
O	1864901	11.2%
I	1602844	9.6%
T	1519984	9.1%
U	1029420	6.2%
E	968051	5.8%
	933145	5.6%
L	888836	5.3%
R	842551	5.1%
N	718482	4.3%
Other values (21)	4243407	25.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	15703578	94.4%
Space Separator	933145	5.6%
Decimal Number	3298	< 0.1%
Open Punctuation	1520	< 0.1%
Close Punctuation	1520	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	2031440	12.9%
O	1864901	11.9%
I	1602844	10.2%
T	1519984	9.7%
U	1029420	6.6%
E	968051	6.2%
L	888836	5.7%
R	842551	5.4%
N	718482	4.6%
D	677186	4.3%
Other values (16)	3559883	22.7%

Decimal Number

Value	Count	Frequency (%)
2	1649	50.0%
4	1649	50.0%

Space Separator

Value	Count	Frequency (%)
	933145	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1520	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1520	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15703578	94.4%
Common	939483	5.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	2031440	12.9%
O	1864901	11.9%
I	1602844	10.2%
T	1519984	9.7%
U	1029420	6.6%
E	968051	6.2%
L	888836	5.7%
R	842551	5.4%
N	718482	4.6%
D	677186	4.3%
Other values (16)	3559883	22.7%

Common

Value	Count	Frequency (%)
	933145	99.3%
2	1649	0.2%
4	1649	0.2%
(	1520	0.2%
)	1520	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16620920	99.9%
None	22141	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	2031440	12.2%
O	1864901	11.2%
I	1602844	9.6%
T	1519984	9.1%
U	1029420	6.2%
E	968051	5.8%
	933145	5.6%
L	888836	5.3%
R	842551	5.1%
N	718482	4.3%
Other values (20)	4221266	25.4%

None

Value	Count	Frequency (%)
Ñ	22141	100.0%

COD_PARROQUIA_RESIDE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1248
Distinct (%)	0.1%
Missing	40125
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	118674.34

Minimum	10101
Maximum	900851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	10101
5-th percentile	20103
Q1	90112
median	110103
Q3	170112
95-th percentile	220150
Maximum	900851
Range	890750
Interquartile range (IQR)	80000

Descriptive statistics

Standard deviation	54707.473
Coefficient of variation (CV)	0.46098823
Kurtosis	3.7113911
Mean	118674.34
Median Absolute Deviation (MAD)	39200
Skewness	0.41734441
Sum	1.6061207 × 10¹¹
Variance	2.9929076 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90112	92863	6.7%
90114	57518	4.1%
90104	36759	2.6%
90115	25911	1.9%
170155	22402	1.6%
170108	20548	1.5%
170111	16648	1.2%
90701	15514	1.1%
70102	13061	0.9%
170106	12186	0.9%
Other values (1238)	1039975	74.6%
(Missing)	40125	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10101	2750	0.2%
10102	912	0.1%
10103	2171	0.2%
10104	672	< 0.1%
10105	3330	0.2%
10106	298	< 0.1%
10107	1345	0.1%
10108	1402	0.1%
10109	2065	0.1%
10110	758	0.1%

Value	Count	Frequency (%)
900851	1	< 0.1%
900751	7	< 0.1%
900451	126	< 0.1%
900151	4	< 0.1%
240352	2404	0.2%
240351	715	0.1%
240304	839	0.1%
240303	390	< 0.1%
240302	549	< 0.1%
240301	872	0.1%

PARROQUIA_RESIDE
Categorical

HIGH CARDINALITY MISSING

Distinct	1134
Distinct (%)	0.1%
Missing	40125
Missing (%)	2.9%
Memory size	10.6 MiB

TARQUI	100396
XIMENA	57518
FEBRES CORDERO	36759
PASCUALES	25911
CALDERON (CARAPUNGO)	22402
Other values (1129)	1110399

Length

Max length	58
Median length	46
Mean length	11.286471
Min length	4

Characters and Unicode

Total characters	15274940
Distinct characters	47
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	LA MATRIZ
2nd row	SAN JUAN
3rd row	CALDERON (CARAPUNGO)
4th row	BELISARIO QUEVEDO
5th row	LA TRONCAL

Common Values

Value	Count	Frequency (%)
TARQUI	100396	7.2%
XIMENA	57518	4.1%
FEBRES CORDERO	36759	2.6%
PASCUALES	25911	1.9%
CALDERON (CARAPUNGO)	22402	1.6%
CHILLOGALLO	20548	1.5%
GUAMANÍ	16648	1.2%
ELOY ALFARO (DURÁN)	15514	1.1%
SUCRE	13176	0.9%
MACHALA	13061	0.9%
Other values (1124)	1031452	74.0%
(Missing)	40125	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
san	108969	4.7%
tarqui	100424	4.3%
de	85707	3.7%
la	79328	3.4%
el	64132	2.8%
ximena	57518	2.5%
cordero	38435	1.6%
febres	38037	1.6%
alfaro	27398	1.2%
santa	26932	1.2%
Other values (1288)	1703595	73.1%

Most occurring characters

Value	Count	Frequency (%)
A	2177437	14.3%
E	1205590	7.9%
O	1204665	7.9%
	1006924	6.6%
L	995988	6.5%
R	984707	6.4%
N	920013	6.0%
I	872151	5.7%
C	777445	5.1%
U	665941	4.4%
Other values (37)	4464079	29.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	13961035	91.4%
Space Separator	1006924	6.6%
Open Punctuation	135026	0.9%
Close Punctuation	135026	0.9%
Decimal Number	21710	0.1%
Other Punctuation	13602	0.1%
Dash Punctuation	1617	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	2177437	15.6%
E	1205590	8.6%
O	1204665	8.6%
L	995988	7.1%
R	984707	7.1%
N	920013	6.6%
I	872151	6.2%
C	777445	5.6%
U	665941	4.8%
S	663608	4.8%
Other values (21)	3493490	25.0%

Decimal Number

Value	Count	Frequency (%)
1	6976	32.1%
2	4692	21.6%
5	3566	16.4%
8	3018	13.9%
4	1919	8.8%
0	934	4.3%
7	424	2.0%
6	156	0.7%
9	25	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	13517	99.4%
:	85	0.6%

Dash Punctuation

Value	Count	Frequency (%)
–	1084	67.0%
-	533	33.0%

Space Separator

Value	Count	Frequency (%)
	1006924	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	135026	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	135026	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13961035	91.4%
Common	1313905	8.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	2177437	15.6%
E	1205590	8.6%
O	1204665	8.6%
L	995988	7.1%
R	984707	7.1%
N	920013	6.6%
I	872151	6.2%
C	777445	5.6%
U	665941	4.8%
S	663608	4.8%
Other values (21)	3493490	25.0%

Common

Value	Count	Frequency (%)
	1006924	76.6%
(	135026	10.3%
)	135026	10.3%
.	13517	1.0%
1	6976	0.5%
2	4692	0.4%
5	3566	0.3%
8	3018	0.2%
4	1919	0.1%
–	1084	0.1%
Other values (6)	2157	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15061624	98.6%
None	212232	1.4%
Punctuation	1084	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	2177437	14.5%
E	1205590	8.0%
O	1204665	8.0%
	1006924	6.7%
L	995988	6.6%
R	984707	6.5%
N	920013	6.1%
I	872151	5.8%
C	777445	5.2%
U	665941	4.4%
Other values (31)	4250763	28.2%

None

Value	Count	Frequency (%)
Í	68491	32.3%
Á	55845	26.3%
É	37200	17.5%
Ó	29888	14.1%
Ñ	20808	9.8%

Punctuation

Value	Count	Frequency (%)
–	1084	100.0%

INS_AUTOIDENTIFICACION
Categorical

HIGH CORRELATION MISSING

Distinct	16
Distinct (%)	< 0.1%
Missing	45104
Missing (%)	3.2%
Memory size	10.6 MiB

Mestizo/a	669372
MESTIZO	451954
MONTUBIO	36777
Indígena	35778
Montubio/a	34942
Other values (11)	119583

Length

Max length	36
Median length	16
Mean length	8.5943418
Min length	4

Characters and Unicode

Total characters	11588662
Distinct characters	37
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MESTIZO
2nd row	MULATO
3rd row	MESTIZO
4th row	OTRO
5th row	MESTIZO

Common Values

Value	Count	Frequency (%)
Mestizo/a	669372	48.0%
MESTIZO	451954	32.4%
MONTUBIO	36777	2.6%
Indígena	35778	2.6%
Montubio/a	34942	2.5%
INDÍGENA	30274	2.2%
Blanco/a	17294	1.2%
Afroecuatoriano/a o Afrodescendiente	16340	1.2%
AFRODESCENDIENTE	15557	1.1%
BLANCO	11247	0.8%
Other values (6)	28871	2.1%
(Missing)	45104	3.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mestizo/a	669372	48.5%
mestizo	451954	32.7%
indígena	66052	4.8%
montubio	36777	2.7%
montubio/a	34942	2.5%
afrodescendiente	31897	2.3%
blanco/a	17294	1.3%
afroecuatoriano/a	16340	1.2%
o	16340	1.2%
blanco	11247	0.8%
Other values (6)	28871	2.1%

Most occurring characters

Value	Count	Frequency (%)
M	1208180	10.4%
o	853245	7.4%
a	846002	7.3%
e	792588	6.8%
/	752943	6.5%
t	746251	6.4%
i	736994	6.4%
s	685712	5.9%
z	669372	5.8%
I	570340	4.9%
Other values (27)	3727035	32.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5906222	51.0%
Uppercase Letter	4896817	42.3%
Other Punctuation	752943	6.5%
Space Separator	32680	0.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	1208180	24.7%
I	570340	11.6%
O	570070	11.6%
E	548572	11.2%
T	514048	10.5%
S	467511	9.5%
Z	451954	9.2%
N	149540	3.1%
A	97586	2.0%
B	65318	1.3%
Other values (8)	253698	5.2%

Lowercase Letter

Value	Count	Frequency (%)
o	853245	14.4%
a	846002	14.3%
e	792588	13.4%
t	746251	12.6%
i	736994	12.5%
s	685712	11.6%
z	669372	11.3%
n	172812	2.9%
d	68458	1.2%
u	58589	1.0%
Other values (7)	276199	4.7%

Other Punctuation

Value	Count	Frequency (%)
/	752943	100.0%

Space Separator

Value	Count	Frequency (%)
	32680	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10803039	93.2%
Common	785623	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	1208180	11.2%
o	853245	7.9%
a	846002	7.8%
e	792588	7.3%
t	746251	6.9%
i	736994	6.8%
s	685712	6.3%
z	669372	6.2%
I	570340	5.3%
O	570070	5.3%
Other values (25)	3124285	28.9%

Common

Value	Count	Frequency (%)
/	752943	95.8%
	32680	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11522610	99.4%
None	66052	0.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	1208180	10.5%
o	853245	7.4%
a	846002	7.3%
e	792588	6.9%
/	752943	6.5%
t	746251	6.5%
i	736994	6.4%
s	685712	6.0%
z	669372	5.8%
I	570340	4.9%
Other values (25)	3660983	31.8%

None

Value	Count	Frequency (%)
í	35778	54.2%
Í	30274	45.8%

ENC_ETERMINADA
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	114116
Missing (%)	8.2%
Memory size	10.6 MiB

ENC_FECHA_UPLOAD_ENCUESTA
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	341991
Missing (%)	24.5%
Memory size	10.6 MiB

ENC_FECHA_IMPRIME
Categorical

HIGH CARDINALITY IMBALANCE MISSING

Distinct	181595
Distinct (%)	22.9%
Missing	600996
Missing (%)	43.1%
Memory size	10.6 MiB

#NULL!	312934
06/12/2019	37378
10/12/2019	32458
05/12/2019	31400
11/12/2019	29842
Other values (181590)	348502

Length

Max length	18
Median length	17
Mean length	10.37361
Min length	6

Characters and Unicode

Total characters	8221231
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	155455 ?
Unique (%)	19.6%

Sample

1st row	7/5/2019 19:58:59
2nd row	2/5/2019 13:56:26
3rd row	4/5/2019 8:17:16
4th row	1/5/2019 0:23:42
5th row	1/5/2019 9:01:30

Common Values

Value	Count	Frequency (%)
#NULL!	312934	22.5%
06/12/2019	37378	2.7%
10/12/2019	32458	2.3%
05/12/2019	31400	2.3%
11/12/2019	29842	2.1%
09/12/2019	29616	2.1%
12/12/2019	24631	1.8%
07/12/2019	22554	1.6%
08/12/2019	17218	1.2%
04/12/2019	13685	1.0%
Other values (181585)	240798	17.3%
(Missing)	600996	43.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
null	312934	31.1%
06/12/2019	37378	3.7%
10/12/2019	32458	3.2%
05/12/2019	31400	3.1%
11/12/2019	29842	3.0%
09/12/2019	29616	2.9%
30/4/2019	27040	2.7%
12/12/2019	24631	2.5%
6/5/2019	23388	2.3%
07/12/2019	22554	2.2%
Other values (70616)	433861	43.2%

Most occurring characters

Value	Count	Frequency (%)
1	1156134	14.1%
2	1065994	13.0%
/	959160	11.7%
0	853816	10.4%
L	625868	7.6%
9	598498	7.3%
:	425176	5.2%
!	312934	3.8%
N	312934	3.8%
U	312934	3.8%
Other values (8)	1597783	19.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4746703	57.7%
Other Punctuation	2010204	24.5%
Uppercase Letter	1251736	15.2%
Space Separator	212588	2.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1156134	24.4%
2	1065994	22.5%
0	853816	18.0%
9	598498	12.6%
5	287969	6.1%
4	253512	5.3%
3	190761	4.0%
6	133597	2.8%
7	112789	2.4%
8	93633	2.0%

Other Punctuation

Value	Count	Frequency (%)
/	959160	47.7%
:	425176	21.2%
!	312934	15.6%
#	312934	15.6%

Uppercase Letter

Value	Count	Frequency (%)
L	625868	50.0%
N	312934	25.0%
U	312934	25.0%

Space Separator

Value	Count	Frequency (%)
	212588	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6969495	84.8%
Latin	1251736	15.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1156134	16.6%
2	1065994	15.3%
/	959160	13.8%
0	853816	12.3%
9	598498	8.6%
:	425176	6.1%
!	312934	4.5%
#	312934	4.5%
5	287969	4.1%
4	253512	3.6%
Other values (5)	743368	10.7%

Latin

Value	Count	Frequency (%)
L	625868	50.0%
N	312934	25.0%
U	312934	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8221231	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1156134	14.1%
2	1065994	13.0%
/	959160	11.7%
0	853816	10.4%
L	625868	7.6%
9	598498	7.3%
:	425176	5.2%
!	312934	3.8%
N	312934	3.8%
U	312934	3.8%
Other values (8)	1597783	19.4%

ENC_FECHA_FINALIZA_INSCRIPCION
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	80957
Missing (%)	5.8%
Memory size	10.6 MiB

cod_final
Real number (ℝ)

Distinct	672657
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6082538 × 10⁹

Minimum	1.0000009 × 10⁹
Maximum	9.9998209 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 MiB

Quantile statistics

Minimum	1.0000009 × 10⁹
5-th percentile	1.2477608 × 10⁹
Q1	2.0596414 × 10⁹
median	2.352071 × 10⁹
Q3	2.5957819 × 10⁹
95-th percentile	6.4448299 × 10⁹
Maximum	9.9998209 × 10⁹
Range	8.99982 × 10⁹
Interquartile range (IQR)	5.3614049 × 10⁸

Descriptive statistics

Standard deviation	1.492286 × 10⁹
Coefficient of variation (CV)	0.57213989
Kurtosis	10.114951
Mean	2.6082538 × 10⁹
Median Absolute Deviation (MAD)	2.5924017 × 10⁸
Skewness	3.1337488
Sum	3.6346277 × 10¹⁵
Variance	2.2269176 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2154521774	25	< 0.1%
2146051701	23	< 0.1%
2465590901	22	< 0.1%
2432720992	21	< 0.1%
2174251774	20	< 0.1%
2147341756	20	< 0.1%
2186391738	20	< 0.1%
2154501701	20	< 0.1%
2165561738	20	< 0.1%
2149491792	20	< 0.1%
Other values (672647)	1393299	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000000901	1	< 0.1%
1000001310	1	< 0.1%
1000011238	1	< 0.1%
1000011729	1	< 0.1%
1000011965	1	< 0.1%
1000030892	3	< 0.1%
1000032110	2	< 0.1%
1000041365	1	< 0.1%
1000050374	1	< 0.1%
1000051774	2	< 0.1%

Value	Count	Frequency (%)
9999820865	1	< 0.1%
9999700965	2	< 0.1%
9999671765	1	< 0.1%
9999661356	1	< 0.1%
9999630929	1	< 0.1%
9999531301	1	< 0.1%
9999501765	3	< 0.1%
9999471301	1	< 0.1%
9999440129	2	< 0.1%
9999411756	1	< 0.1%

archivo
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.6 MiB

insritos_per21.csv	312934
insritos_per19.csv	309321
insritos_per22.csv	290025
insritos_per18.csv	267251
insritos_per20.csv	213979

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	25083180
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	insritos_per18.csv
2nd row	insritos_per18.csv
3rd row	insritos_per18.csv
4th row	insritos_per18.csv
5th row	insritos_per18.csv

Common Values

Value	Count	Frequency (%)
insritos_per21.csv	312934	22.5%
insritos_per19.csv	309321	22.2%
insritos_per22.csv	290025	20.8%
insritos_per18.csv	267251	19.2%
insritos_per20.csv	213979	15.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
insritos_per21.csv	312934	22.5%
insritos_per19.csv	309321	22.2%
insritos_per22.csv	290025	20.8%
insritos_per18.csv	267251	19.2%
insritos_per20.csv	213979	15.4%

Most occurring characters

Value	Count	Frequency (%)
s	4180530	16.7%
i	2787020	11.1%
r	2787020	11.1%
n	1393510	5.6%
v	1393510	5.6%
c	1393510	5.6%
.	1393510	5.6%
e	1393510	5.6%
p	1393510	5.6%
_	1393510	5.6%
Other values (7)	5574040	22.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19509140	77.8%
Decimal Number	2787020	11.1%
Other Punctuation	1393510	5.6%
Connector Punctuation	1393510	5.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	4180530	21.4%
i	2787020	14.3%
r	2787020	14.3%
n	1393510	7.1%
v	1393510	7.1%
c	1393510	7.1%
e	1393510	7.1%
p	1393510	7.1%
o	1393510	7.1%
t	1393510	7.1%

Decimal Number

Value	Count	Frequency (%)
2	1106963	39.7%
1	889506	31.9%
9	309321	11.1%
8	267251	9.6%
0	213979	7.7%

Other Punctuation

Value	Count	Frequency (%)
.	1393510	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1393510	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19509140	77.8%
Common	5574040	22.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	4180530	21.4%
i	2787020	14.3%
r	2787020	14.3%
n	1393510	7.1%
v	1393510	7.1%
c	1393510	7.1%
e	1393510	7.1%
p	1393510	7.1%
o	1393510	7.1%
t	1393510	7.1%

Common

Value	Count	Frequency (%)
.	1393510	25.0%
_	1393510	25.0%
2	1106963	19.9%
1	889506	16.0%
9	309321	5.5%
8	267251	4.8%
0	213979	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25083180	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	4180530	16.7%
i	2787020	11.1%
r	2787020	11.1%
n	1393510	5.6%
v	1393510	5.6%
c	1393510	5.6%
.	1393510	5.6%
e	1393510	5.6%
p	1393510	5.6%
_	1393510	5.6%
Other values (7)	5574040	22.2%

PER_ID
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	267251
Missing (%)	19.2%
Memory size	10.6 MiB

21.0	312934
19.0	309321
22.0	290025
20.0	213979

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	4505036
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	19.0
2nd row	19.0
3rd row	19.0
4th row	19.0
5th row	19.0

Common Values

Value	Count	Frequency (%)
21.0	312934	22.5%
19.0	309321	22.2%
22.0	290025	20.8%
20.0	213979	15.4%
(Missing)	267251	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21.0	312934	27.8%
19.0	309321	27.5%
22.0	290025	25.8%
20.0	213979	19.0%

Most occurring characters

Value	Count	Frequency (%)
0	1340238	29.7%
.	1126259	25.0%
2	1106963	24.6%
1	622255	13.8%
9	309321	6.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3378777	75.0%
Other Punctuation	1126259	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1340238	39.7%
2	1106963	32.8%
1	622255	18.4%
9	309321	9.2%

Other Punctuation

Value	Count	Frequency (%)
.	1126259	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4505036	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1340238	29.7%
.	1126259	25.0%
2	1106963	24.6%
1	622255	13.8%
9	309321	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4505036	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1340238	29.7%
.	1126259	25.0%
2	1106963	24.6%
1	622255	13.8%
9	309321	6.9%

USU_NACIONALIDAD
Categorical

HIGH CARDINALITY IMBALANCE MISSING

Distinct	66
Distinct (%)	< 0.1%
Missing	267341
Missing (%)	19.2%
Memory size	10.6 MiB

ECUATORIANA	1100505
ECUADOR	21674
COLOMBIANA	1478
VENEZOLANA	1338
CUBANA	326
Other values (61)	848

Length

Max length	24
Median length	11
Mean length	10.919602
Min length	2

Characters and Unicode

Total characters	12297317
Distinct characters	31
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	< 0.1%

Sample

1st row	ECUATORIANA
2nd row	ECUATORIANA
3rd row	ECUATORIANA
4th row	ECUATORIANA
5th row	ECUADOR

Common Values

Value	Count	Frequency (%)
ECUATORIANA	1100505	79.0%
ECUADOR	21674	1.6%
COLOMBIANA	1478	0.1%
VENEZOLANA	1338	0.1%
CUBANA	326	< 0.1%
PERUANA	183	< 0.1%
ECUATORIANA / ESPAÑOLA	174	< 0.1%
COLOMBIA	71	< 0.1%
VENEZUELA	65	< 0.1%
CHILENA	29	< 0.1%
Other values (56)	326	< 0.1%
(Missing)	267341	19.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ecuatoriana	1100726	97.7%
ecuador	21674	1.9%
colombiana	1483	0.1%
venezolana	1347	0.1%
cubana	326	< 0.1%
	221	< 0.1%
española	195	< 0.1%
peruana	183	< 0.1%
colombia	71	< 0.1%
venezuela	65	< 0.1%
Other values (49)	322	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	3331624	27.1%
O	1127147	9.2%
E	1125900	9.2%
C	1124397	9.1%
U	1123064	9.1%
R	1122733	9.1%
N	1105766	9.0%
I	1102621	9.0%
T	1100830	9.0%
D	21750	0.2%
Other values (21)	11485	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	12296574	> 99.9%
Space Separator	444	< 0.1%
Other Punctuation	249	< 0.1%
Decimal Number	50	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	3331624	27.1%
O	1127147	9.2%
E	1125900	9.2%
C	1124397	9.1%
U	1123064	9.1%
R	1122733	9.1%
N	1105766	9.0%
I	1102621	9.0%
T	1100830	9.0%
D	21750	0.2%
Other values (15)	10742	0.1%

Decimal Number

Value	Count	Frequency (%)
1	17	34.0%
0	17	34.0%
7	16	32.0%

Other Punctuation

Value	Count	Frequency (%)
/	235	94.4%
.	14	5.6%

Space Separator

Value	Count	Frequency (%)
	444	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12296574	> 99.9%
Common	743	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	3331624	27.1%
O	1127147	9.2%
E	1125900	9.2%
C	1124397	9.1%
U	1123064	9.1%
R	1122733	9.1%
N	1105766	9.0%
I	1102621	9.0%
T	1100830	9.0%
D	21750	0.2%
Other values (15)	10742	0.1%

Common

Value	Count	Frequency (%)
	444	59.8%
/	235	31.6%
1	17	2.3%
0	17	2.3%
7	16	2.2%
.	14	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12297082	> 99.9%
None	235	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	3331624	27.1%
O	1127147	9.2%
E	1125900	9.2%
C	1124397	9.1%
U	1123064	9.1%
R	1122733	9.1%
N	1105766	9.0%
I	1102621	9.0%
T	1100830	9.0%
D	21750	0.2%
Other values (20)	11250	0.1%

None

Value	Count	Frequency (%)
Ñ	235	100.0%

USU_NACIONALIDAD_EXTRANJERA
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	348841
Missing (%)	25.0%
Memory size	10.6 MiB

IAS_OTRA_DISCAPACIDAD
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	318266
Missing (%)	22.8%
Memory size	10.6 MiB

INS_TIPO
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	267251
Missing (%)	19.2%
Memory size	10.6 MiB

I	1126259

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1126259
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	I
2nd row	I
3rd row	I
4th row	I
5th row	I

Common Values

Value	Count	Frequency (%)
I	1126259	80.8%
(Missing)	267251	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
i	1126259	100.0%

Most occurring characters

Value	Count	Frequency (%)
I	1126259	100.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1126259	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	1126259	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1126259	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	1126259	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1126259	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	1126259	100.0%

CARGA_ENCUESTA
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	283543
Missing (%)	20.3%
Memory size	10.6 MiB

SI	739494
EFA_CARGADA	293029
NO	77444

Length

Max length	11
Median length	2
Mean length	4.3759814
Min length	2

Characters and Unicode

Total characters	4857195
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EFA_CARGADA
2nd row	EFA_CARGADA
3rd row	EFA_CARGADA
4th row	EFA_CARGADA
5th row	EFA_CARGADA

Common Values

Value	Count	Frequency (%)
SI	739494	53.1%
EFA_CARGADA	293029	21.0%
NO	77444	5.6%
(Missing)	283543	20.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
si	739494	66.6%
efa_cargada	293029	26.4%
no	77444	7.0%

Most occurring characters

Value	Count	Frequency (%)
A	1172116	24.1%
S	739494	15.2%
I	739494	15.2%
E	293029	6.0%
F	293029	6.0%
_	293029	6.0%
C	293029	6.0%
R	293029	6.0%
G	293029	6.0%
D	293029	6.0%
Other values (2)	154888	3.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4564166	94.0%
Connector Punctuation	293029	6.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1172116	25.7%
S	739494	16.2%
I	739494	16.2%
E	293029	6.4%
F	293029	6.4%
C	293029	6.4%
R	293029	6.4%
G	293029	6.4%
D	293029	6.4%
N	77444	1.7%

Connector Punctuation

Value	Count	Frequency (%)
_	293029	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4564166	94.0%
Common	293029	6.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1172116	25.7%
S	739494	16.2%
I	739494	16.2%
E	293029	6.4%
F	293029	6.4%
C	293029	6.4%
R	293029	6.4%
G	293029	6.4%
D	293029	6.4%
N	77444	1.7%

Common

Value	Count	Frequency (%)
_	293029	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4857195	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1172116	24.1%
S	739494	15.2%
I	739494	15.2%
E	293029	6.0%
F	293029	6.0%
_	293029	6.0%
C	293029	6.0%
R	293029	6.0%
G	293029	6.0%
D	293029	6.0%
Other values (2)	154888	3.2%

FINALIZA_INSCRIPCION
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	267251
Missing (%)	19.2%
Memory size	10.6 MiB

EFA Y REGISTRO COMPLETO	1032523
EFA Y REGISTRO INCOMPLETO	93736

Length

Max length	25
Median length	23
Mean length	23.166455
Min length	23

Characters and Unicode

Total characters	26091429
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EFA Y REGISTRO COMPLETO
2nd row	EFA Y REGISTRO COMPLETO
3rd row	EFA Y REGISTRO COMPLETO
4th row	EFA Y REGISTRO COMPLETO
5th row	EFA Y REGISTRO COMPLETO

Common Values

Value	Count	Frequency (%)
EFA Y REGISTRO COMPLETO	1032523	74.1%
EFA Y REGISTRO INCOMPLETO	93736	6.7%
(Missing)	267251	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
efa	1126259	25.0%
y	1126259	25.0%
registro	1126259	25.0%
completo	1032523	22.9%
incompleto	93736	2.1%

Most occurring characters

Value	Count	Frequency (%)
E	3378777	12.9%
	3378777	12.9%
O	3378777	12.9%
R	2252518	8.6%
T	2252518	8.6%
I	1219995	4.7%
F	1126259	4.3%
A	1126259	4.3%
Y	1126259	4.3%
G	1126259	4.3%
Other values (6)	5725031	21.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	22712652	87.1%
Space Separator	3378777	12.9%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	3378777	14.9%
O	3378777	14.9%
R	2252518	9.9%
T	2252518	9.9%
I	1219995	5.4%
F	1126259	5.0%
A	1126259	5.0%
Y	1126259	5.0%
G	1126259	5.0%
S	1126259	5.0%
Other values (5)	4598772	20.2%

Space Separator

Value	Count	Frequency (%)
	3378777	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22712652	87.1%
Common	3378777	12.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	3378777	14.9%
O	3378777	14.9%
R	2252518	9.9%
T	2252518	9.9%
I	1219995	5.4%
F	1126259	5.0%
A	1126259	5.0%
Y	1126259	5.0%
G	1126259	5.0%
S	1126259	5.0%
Other values (5)	4598772	20.2%

Common

Value	Count	Frequency (%)
	3378777	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26091429	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	3378777	12.9%
	3378777	12.9%
O	3378777	12.9%
R	2252518	8.6%
T	2252518	8.6%
I	1219995	4.7%
F	1126259	4.3%
A	1126259	4.3%
Y	1126259	4.3%
G	1126259	4.3%
Other values (6)	5725031	21.9%

OTRA_DISCAPACIDAD
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	602388
Missing (%)	43.2%
Memory size	10.6 MiB

NO	790870
SI	252

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1582244
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	NO
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	790870	56.8%
SI	252	< 0.1%
(Missing)	602388	43.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	790870	> 99.9%
si	252	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	790870	50.0%
O	790870	50.0%
S	252	< 0.1%
I	252	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1582244	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	790870	50.0%
O	790870	50.0%
S	252	< 0.1%
I	252	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1582244	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	790870	50.0%
O	790870	50.0%
S	252	< 0.1%
I	252	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1582244	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	790870	50.0%
O	790870	50.0%
S	252	< 0.1%
I	252	< 0.1%

TITULO_HOMOLOGADO
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	605682
Missing (%)	43.5%
Memory size	10.6 MiB

NO	786315
SI	1513

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1575656
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	NO
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	786315	56.4%
SI	1513	0.1%
(Missing)	605682	43.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	786315	99.8%
si	1513	0.2%

Most occurring characters

Value	Count	Frequency (%)
N	786315	49.9%
O	786315	49.9%
S	1513	0.1%
I	1513	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1575656	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	786315	49.9%
O	786315	49.9%
S	1513	0.1%
I	1513	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1575656	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	786315	49.9%
O	786315	49.9%
S	1513	0.1%
I	1513	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1575656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	786315	49.9%
O	786315	49.9%
S	1513	0.1%
I	1513	0.1%

INTERNET_DOMICILIO
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	605682
Missing (%)	43.5%
Memory size	10.6 MiB

SI	719317
NO	68511

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1575656
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SI
2nd row	SI
3rd row	SI
4th row	SI
5th row	SI

Common Values

Value	Count	Frequency (%)
SI	719317	51.6%
NO	68511	4.9%
(Missing)	605682	43.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
si	719317	91.3%
no	68511	8.7%

Most occurring characters

Value	Count	Frequency (%)
S	719317	45.7%
I	719317	45.7%
N	68511	4.3%
O	68511	4.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1575656	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	719317	45.7%
I	719317	45.7%
N	68511	4.3%
O	68511	4.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1575656	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	719317	45.7%
I	719317	45.7%
N	68511	4.3%
O	68511	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1575656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	719317	45.7%
I	719317	45.7%
N	68511	4.3%
O	68511	4.3%

COMPUTADORA_DOMICILIO
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	605682
Missing (%)	43.5%
Memory size	10.6 MiB

SI	645393
NO	142435

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1575656
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SI
2nd row	SI
3rd row	SI
4th row	NO
5th row	SI

Common Values

Value	Count	Frequency (%)
SI	645393	46.3%
NO	142435	10.2%
(Missing)	605682	43.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
si	645393	81.9%
no	142435	18.1%

Most occurring characters

Value	Count	Frequency (%)
S	645393	41.0%
I	645393	41.0%
N	142435	9.0%
O	142435	9.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1575656	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	645393	41.0%
I	645393	41.0%
N	142435	9.0%
O	142435	9.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1575656	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	645393	41.0%
I	645393	41.0%
N	142435	9.0%
O	142435	9.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1575656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	645393	41.0%
I	645393	41.0%
N	142435	9.0%
O	142435	9.0%

Auto

Heatmap
Table

	Unnamed: 0	INS_ID	INS_PASO	COD_PROVINCIA_RESIDE	COD_CANTON_RESIDE	COD_PARROQUIA_RESIDE	cod_final	USU_ESTADO_CIVIL	INS_SEXO	INS_ESTADO	INS_TIPO_INSCRIPCION	PROVINCIA_RESIDE	INS_AUTOIDENTIFICACION	archivo	PER_ID	USU_NACIONALIDAD	CARGA_ENCUESTA	FINALIZA_INSCRIPCION	OTRA_DISCAPACIDAD	TITULO_HOMOLOGADO	INTERNET_DOMICILIO	COMPUTADORA_DOMICILIO
Unnamed: 0	1.000	0.045	0.006	0.768	0.761	0.757	0.025	0.045	0.022	0.033	0.000	0.475	0.082	0.147	0.166	0.026	0.076	0.035	0.000	0.014	0.035	0.063
INS_ID	0.045	1.000	-0.030	-0.016	-0.016	-0.016	0.346	0.035	0.075	0.075	1.000	0.149	0.449	1.000	1.000	0.005	0.128	0.128	0.002	0.005	0.072	0.090
INS_PASO	0.006	-0.030	1.000	0.006	0.006	0.006	0.038	0.012	0.228	1.000	0.000	0.012	0.018	0.067	0.073	0.035	0.424	0.615	0.000	0.000	0.000	0.000
COD_PROVINCIA_RESIDE	0.768	-0.016	0.006	1.000	0.992	0.986	0.012	0.008	0.006	0.007	0.000	1.000	0.085	0.081	0.076	0.011	0.072	0.018	0.000	0.004	0.022	0.047
COD_CANTON_RESIDE	0.761	-0.016	0.006	0.992	1.000	0.994	0.014	0.008	0.006	0.007	0.000	1.000	0.085	0.081	0.076	0.011	0.072	0.018	0.000	0.004	0.022	0.047
COD_PARROQUIA_RESIDE	0.757	-0.016	0.006	0.986	0.994	1.000	0.014	0.008	0.006	0.007	0.000	1.000	0.085	0.081	0.076	0.011	0.072	0.018	0.000	0.004	0.022	0.047
cod_final	0.025	0.346	0.038	0.012	0.014	0.014	1.000	0.051	0.034	0.073	0.000	0.044	0.028	0.045	0.049	0.016	0.074	0.094	0.002	0.007	0.024	0.047
USU_ESTADO_CIVIL	0.045	0.035	0.012	0.008	0.008	0.008	0.051	1.000	0.043	0.015	0.000	0.024	0.040	0.054	0.063	0.016	0.060	0.035	0.004	0.021	0.038	0.049
INS_SEXO	0.022	0.075	0.228	0.006	0.006	0.006	0.034	0.043	1.000	0.268	0.000	0.024	0.034	0.078	0.037	0.016	0.037	0.014	0.003	0.004	0.015	0.035
INS_ESTADO	0.033	0.075	1.000	0.007	0.007	0.007	0.073	0.015	0.268	1.000	0.000	0.023	0.032	0.059	0.064	0.029	0.599	0.615	0.000	0.000	0.000	0.000
INS_TIPO_INSCRIPCION	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.026	0.001	0.000	1.000	1.000	1.000	1.000
PROVINCIA_RESIDE	0.475	0.149	0.012	1.000	1.000	1.000	0.044	0.024	0.024	0.023	0.000	1.000	0.153	0.187	0.191	0.012	0.171	0.039	0.003	0.013	0.136	0.157
INS_AUTOIDENTIFICACION	0.082	0.449	0.018	0.085	0.085	0.085	0.028	0.040	0.034	0.032	0.000	0.153	1.000	0.510	0.579	0.071	0.707	0.073	0.001	0.029	0.122	0.096
archivo	0.147	1.000	0.067	0.081	0.081	0.081	0.045	0.054	0.078	0.059	0.000	0.187	0.510	1.000	1.000	0.132	0.708	0.081	0.000	0.008	0.058	0.067
PER_ID	0.166	1.000	0.073	0.076	0.076	0.076	0.049	0.063	0.037	0.064	0.000	0.191	0.579	1.000	1.000	0.132	0.708	0.081	0.000	0.008	0.058	0.067
USU_NACIONALIDAD	0.026	0.005	0.035	0.011	0.011	0.011	0.016	0.016	0.016	0.029	0.026	0.012	0.071	0.132	0.132	1.000	0.155	0.035	0.000	0.297	0.005	0.006
CARGA_ENCUESTA	0.076	0.128	0.424	0.072	0.072	0.072	0.074	0.060	0.037	0.599	0.001	0.171	0.707	0.708	0.708	0.155	1.000	1.000	0.001	0.005	0.027	0.087
FINALIZA_INSCRIPCION	0.035	0.128	0.615	0.018	0.018	0.018	0.094	0.035	0.014	0.615	0.000	0.039	0.073	0.081	0.081	0.035	1.000	1.000	0.001	0.005	0.027	0.087
OTRA_DISCAPACIDAD	0.000	0.002	0.000	0.000	0.000	0.000	0.002	0.004	0.003	0.000	1.000	0.003	0.001	0.000	0.000	0.000	0.001	0.001	1.000	0.000	0.001	0.002
TITULO_HOMOLOGADO	0.014	0.005	0.000	0.004	0.004	0.004	0.007	0.021	0.004	0.000	1.000	0.013	0.029	0.008	0.008	0.297	0.005	0.005	0.000	1.000	0.000	0.000
INTERNET_DOMICILIO	0.035	0.072	0.000	0.022	0.022	0.022	0.024	0.038	0.015	0.000	1.000	0.136	0.122	0.058	0.058	0.005	0.027	0.027	0.001	0.000	1.000	0.503
COMPUTADORA_DOMICILIO	0.063	0.090	0.000	0.047	0.047	0.047	0.047	0.049	0.035	0.000	1.000	0.157	0.096	0.067	0.067	0.006	0.087	0.087	0.002	0.000	0.503	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Unnamed: 0	USU_FECHAREGISTRO	USU_ESTADO	USU_ESTADO_CIVIL	USU_FECHA_NAC	INS_SEXO	INS_ID	INS_FECHA	INS_ESTADO	INS_PASO	INS_FECHA_ACONDICIONES	INS_TIPO_INSCRIPCION	COD_PAIS_RESIDE	PAIS_RES	COD_PROVINCIA_RESIDE	PROVINCIA_RESIDE	COD_CANTON_RESIDE	CANTON_RESIDE	COD_PARROQUIA_RESIDE	PARROQUIA_RESIDE	INS_AUTOIDENTIFICACION	ENC_ETERMINADA	ENC_FECHA_UPLOAD_ENCUESTA	ENC_FECHA_IMPRIME	ENC_FECHA_FINALIZA_INSCRIPCION	cod_final	archivo	PER_ID	USU_NACIONALIDAD	USU_NACIONALIDAD_EXTRANJERA	IAS_OTRA_DISCAPACIDAD	INS_TIPO	CARGA_ENCUESTA	FINALIZA_INSCRIPCION	OTRA_DISCAPACIDAD	TITULO_HOMOLOGADO	INTERNET_DOMICILIO	COMPUTADORA_DOMICILIO
0	1	4/5/2018 13:37:49	A	S	28/9/2000 0:00:00	MUJER	7433157.0	7/5/2019 19:29:18	TERMINADO	5	3/5/2019 18:07:25	1	1.0	ECUADOR	5.0	COTOPAXI	501.0	LATACUNGA	50104.0	LA MATRIZ	MESTIZO	TERMINADA	7/5/2019 0:00:00	7/5/2019 19:58:59	7/5/2019 19:58:55	1881330092	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2	29/4/2019 20:05:58	A	NaN	NaN	SIN DATO	7266969.0	29/4/2019 20:07:20	INCOMPLETO	0	29/4/2019 20:07:20	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2211600092	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	3	1/5/2019 18:29:55	A	S	1/7/1984 0:00:00	HOMBRE	7369749.0	1/5/2019 19:28:25	TERMINADO	5	1/5/2019 18:33:53	1	1.0	ECUADOR	17.0	PICHINCHA	1701.0	DISTRITO METROPOLITANO DE QUITO	170130.0	SAN JUAN	MULATO	TERMINADA	2/5/2019 0:00:00	2/5/2019 13:56:26	2/5/2019 13:56:23	2238110001	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	4	4/5/2019 3:45:26	A	S	15/8/2001 0:00:00	MUJER	7439944.0	4/5/2019 4:40:04	TERMINADO	5	4/5/2019 3:47:06	1	1.0	ECUADOR	17.0	PICHINCHA	1701.0	DISTRITO METROPOLITANO DE QUITO	170155.0	CALDERON (CARAPUNGO)	MESTIZO	NaN	NaN	NaN	NaN	2264040047	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	5	3/5/2019 1:39:48	A	S	11/8/2000 0:00:00	MUJER	7420125.0	3/5/2019 3:21:08	TERMINADO	5	3/5/2019 1:59:14	1	1.0	ECUADOR	17.0	PICHINCHA	1701.0	DISTRITO METROPOLITANO DE QUITO	170101.0	BELISARIO QUEVEDO	OTRO	TERMINADA	3/5/2019 0:00:00	4/5/2019 8:17:16	3/5/2019 4:44:45	2276920056	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	6	5/12/2018 15:55:35	A	S	24/7/2000 0:00:00	MUJER	7250052.0	30/4/2019 0:30:19	TERMINADO	5	29/4/2019 14:59:40	1	1.0	ECUADOR	3.0	CAÑAR	304.0	LA TRONCAL	30450.0	LA TRONCAL	MESTIZO	TERMINADA	1/5/2019 0:00:00	1/5/2019 0:23:42	1/5/2019 0:22:45	2137980056	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	7	5/5/2019 20:53:48	A	NaN	NaN	SIN DATO	7468669.0	5/5/2019 21:04:28	INCOMPLETO	0	5/5/2019 21:04:28	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2273730038	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	8	30/4/2019 21:08:10	A	D	6/12/1956 0:00:00	HOMBRE	7333209.0	30/4/2019 21:11:55	TERMINADO	5	30/4/2019 21:08:43	1	1.0	ECUADOR	1.0	AZUAY	101.0	CUENCA	10156.0	LLACAO	MESTIZO	TERMINADA	1/5/2019 0:00:00	1/5/2019 9:01:30	1/5/2019 9:01:22	2200040165	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	9	4/12/2017 14:22:45	A	C	18/4/1962 0:00:00	HOMBRE	7466321.0	5/5/2019 19:33:11	TERMINADO	5	5/5/2019 19:27:33	1	1.0	ECUADOR	9.0	GUAYAS	901.0	GUAYAQUIL	90109.0	ROCA	MESTIZO	TERMINADA	5/5/2019 0:00:00	5/5/2019 20:08:37	5/5/2019 20:05:20	1807610192	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	10	26/4/2019 5:06:02	A	C	9/10/1959 0:00:00	MUJER	7095341.0	26/4/2019 5:14:49	TERMINADO	5	26/4/2019 5:07:29	1	1.0	ECUADOR	1.0	AZUAY	101.0	CUENCA	10105.0	EL VECINO	MESTIZO	TERMINADA	27/4/2019 0:00:00	27/4/2019 0:56:26	27/4/2019 0:51:12	2162120101	insritos_per18.csv	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	Unnamed: 0	USU_FECHAREGISTRO	USU_ESTADO	USU_ESTADO_CIVIL	USU_FECHA_NAC	INS_SEXO	INS_ID	INS_FECHA	INS_ESTADO	INS_PASO	INS_FECHA_ACONDICIONES	INS_TIPO_INSCRIPCION	COD_PAIS_RESIDE	PAIS_RES	COD_PROVINCIA_RESIDE	PROVINCIA_RESIDE	COD_CANTON_RESIDE	CANTON_RESIDE	COD_PARROQUIA_RESIDE	PARROQUIA_RESIDE	INS_AUTOIDENTIFICACION	ENC_ETERMINADA	ENC_FECHA_UPLOAD_ENCUESTA	ENC_FECHA_IMPRIME	ENC_FECHA_FINALIZA_INSCRIPCION	cod_final	archivo	PER_ID	USU_NACIONALIDAD	USU_NACIONALIDAD_EXTRANJERA	INS_TIPO	CARGA_ENCUESTA	FINALIZA_INSCRIPCION	OTRA_DISCAPACIDAD	TITULO_HOMOLOGADO	INTERNET_DOMICILIO	COMPUTADORA_DOMICILIO
1393500	213970	44043.5603	A	S	37075.0	MUJER	NaN	44043.5681	TERMINADO	5	44043.5681	1	1.0	ECUADOR	21.0	SUCUMBIOS	2103.0	PUTUMAYO	210351.0	PALMA ROJA	Mestizo/a	TERMINADA	44044.85855	NaN	44044.85855	2528966247	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	NO
1393501	213971	44039.82429	A	C	36631.0	HOMBRE	NaN	44040.7675	TERMINADO	5	44040.7675	1	1.0	ECUADOR	4.0	CARCHI	401.0	TULCAN	40153.0	JULIO ANDRADE (OREJUELA)	Mestizo/a	TERMINADA	44040.79269	NaN	44040.79269	2494296247	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	SI
1393502	213972	36870.79167	A	C	36870.0	HOMBRE	NaN	44040.11558	TERMINADO	5	44040.11558	1	1.0	ECUADOR	9.0	GUAYAS	901.0	GUAYAQUIL	90112.0	TARQUI	Mestizo/a	TERMINADA	44040.87287	NaN	44040.87287	2324086256	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	SI	SI	SI
1393503	213973	44040.77133	A	C	36988.0	HOMBRE	NaN	44040.77256	TERMINADO	5	44040.77256	1	1.0	ECUADOR	9.0	GUAYAS	901.0	GUAYAQUIL	90115.0	PASCUALES	Mestizo/a	TERMINADA	44040.99043	NaN	44040.99043	2489286338	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	SI
1393504	213974	44043.6041	A	S	36989.0	MUJER	NaN	44043.61274	TERMINADO	5	44043.61274	1	1.0	ECUADOR	23.0	SANTO DOMINGO DE LOS TSACHILAS	2301.0	SANTO DOMINGO	230102.0	BOMBOLÍ	Blanco/a	TERMINADA	44043.72946	NaN	44043.72946	2529846301	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	SI
1393505	213975	44040.94576	A	C	36715.0	HOMBRE	NaN	44040.94654	TERMINADO	5	44040.94654	1	1.0	ECUADOR	6.0	CHIMBORAZO	601.0	RIOBAMBA	60101.0	LIZARZABURU	Mestizo/a	TERMINADA	44041.84304	NaN	44041.84304	2519676356	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	SI	SI	SI
1393506	213976	44039.40438	A	C	34878.0	MUJER	NaN	44039.40559	TERMINADO	5	44039.40559	1	1.0	ECUADOR	17.0	PICHINCHA	1701.0	DISTRITO METROPOLITANO DE QUITO	170119.0	LA FERROVIARIA	Mestizo/a	TERMINADA	44042.51782	NaN	44042.51782	2491766310	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	SI
1393507	213977	44043.62436	A	S	36884.0	HOMBRE	NaN	44043.62473	TERMINADO	5	44043.62473	1	1.0	ECUADOR	13.0	MANABI	1312.0	ROCAFUERTE	131250.0	ROCAFUERTE	Mestizo/a	TERMINADA	44043.71148	NaN	44043.71148	2531446347	insritos_per20.csv	20.0	COLOMBIANA	88.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	NO
1393508	213978	44040.03186	A	C	34534.0	HOMBRE	NaN	44040.05444	TERMINADO	5	44040.05444	1	1.0	ECUADOR	21.0	SUCUMBIOS	2101.0	LAGO AGRIO	210150.0	NUEVA LOJA	Mestizo/a	TERMINADA	44040.75642	NaN	44040.75642	2518783892	insritos_per20.csv	20.0	CUBANA	97.0	I	SI	EFA Y REGISTRO COMPLETO	NO	SI	SI	SI
1393509	213979	44041.03975	A	C	31825.0	HOMBRE	NaN	44041.0406	TERMINADO	5	44041.0406	1	1.0	ECUADOR	13.0	MANABI	1308.0	MANTA	130802.0	MANTA	Blanco/a	TERMINADA	44041.09249	NaN	44041.09249	2501591956	insritos_per20.csv	20.0	CHILENA	85.0	I	SI	EFA Y REGISTRO COMPLETO	NO	NO	SI	SI

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script